{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2ec63fd5",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "424ea2e8",
   "metadata": {},
   "source": [
    "*文件读取*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "88461fd2",
   "metadata": {},
   "outputs": [],
   "source": [
    "f = open('一元奶茶店销售数据.csv',encoding=\"gbk\")\n",
    "contents = f.readlines()\n",
    "data_tem = []\n",
    "data_price =[]\n",
    "for x in range(1,len(contents)-1):\n",
    "    a = contents[x].find(\",\")\n",
    "    b = contents[x].rfind(\",\")\n",
    "    number = float(contents[x][a+1:b])\n",
    "    prices = float(contents[x][b+1:])\n",
    "    data_tem.append(number)\n",
    "    data_price.append(prices)\n",
    "data_price = np.array(data_price)\n",
    "data_tem = np.array(data_tem)\n",
    "f.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb2c5d8f",
   "metadata": {},
   "source": [
    "*线性回归分析*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "420be697",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1094.7343560866616 [47.18779895]\n"
     ]
    }
   ],
   "source": [
    "model = LinearRegression()\n",
    "model.fit(data_tem.reshape(-1,1) , data_price)\n",
    "print(model.intercept_,model.coef_)\n",
    "intercpet = model.intercept_ \n",
    "slope = model.coef_[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f499a0cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "sns.regplot(\n",
    "    x = data_tem,\n",
    "    y = data_price,\n",
    "    ci = None,\n",
    "    line_kws={\"color\" : \"red\" , \"label\" : f\"y = {intercpet:.2f} + {slope:.2f}x\"}\n",
    ")\n",
    "plt.title('temperrature vs Sales Regression', fontsize = 16)\n",
    "plt.xlabel('max temperture' , fontsize = 12)\n",
    "plt.ylabel('sales(RMB)',fontsize = 12)\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "test",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
